Sai Computing

QumulusAI Secures Priority GPU Infrastructure Amid AWS Capacity Constraints on Private LLM Development

Developing a private large language model (LLM) on AWS can expose infrastructure constraints, particularly around GPU access. For smaller companies, securing consistent access to high-performance computing often proves difficult when competing with larger cloud customers. Mazda Marvasti, CEO of Amberd, encountered these challenges while scaling his company’s AI platform. Because Amberd operates its own…

Facing High GPU Costs and Infrastructure Constraints, Amberd Turned to QumulusAI for Fixed-Cost AI

Providing managed AI services at a predictable, fixed cost can be challenging when hyperscaler pricing models require substantial upfront GPU commitments. Large upfront commitments and limited infrastructure flexibility may prevent providers from aligning costs with their delivery model. Amberd CEO Mazda Marvasti encountered this issue when exploring GPU capacity through Amazon. The minimum requirement…

Unveiling Sai Computing: The Future of GPU-Powered Cloud Solutions by Applied Digital

Jason Zang, Co-founder of Applied Digital, introduced Sai Computing, the latest subsidiary of Applied Digital, at a recent event. Launched in May 2023, Sai Computing specializes in GPU cloud computing, catering predominantly to the high-performance computing and AI sectors. Their offerings span a range of services, from long-term, extensive GPU deployments under the “Reserve Compute”…